← Back to search Server uses network capabilities via: requests, urllib Server uses filesystem capabilities via: open(), os, pathlib, shutil Server uses shell capabilities via: os.system(), subprocess Server uses database capabilities via: sqlite3 Server uses env_vars capabilities via: os.environ, os.getenv()
io.github.TheAiSingularity/agentic-research
Local research agent that verifies its own answers. Runs on Gemma 3 4B + Ollama, $0/query.
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66.4 / 100
Versions
0.1.2latestfirst seen Jun 5, 2026
0.1.3first seen May 19, 2026
Tools 3
research annotations: none low
Run a full research query through the local engine. Args: question: The research question. domain: Preset name: general / medical / papers / financial / stock_trading / personal_docs. memory: off | session | persistent. Returns: { "question": original query "domain": resolved domain "question_class": router output (factoid / multihop / synthesis) "answer": synthesizer output with inline [N] citations "verified_summary": e.g. "3/5 claims verified · 2 unverified" "verified_claims": [{text, verified}] "unverified_claims": [str] "sources": [{idx, url, title, preview, fetched}] "trace": [{node, calls, latency_s, tokens_est}] "totals": {wall_s, tokens_est, iterations} "memory_hits": [{question, answer, score, domain, query_id, timestamp}] }
domain str memory str question str
reset_memory annotations: none low
Wipe the persistent memory store. Returns the count of trajectories wiped.
memory_count annotations: none low
Return the count of trajectories in the persistent memory store.
Permissions 5
network medium filesystem low shell high database medium env_vars low Scan Findings 137
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Tool 'research' has no annotations
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Tool 'reset_memory' has no annotations
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Tool 'memory_count' has no annotations
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Remote transport without authentication
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Sandbox failed to start for behavioral verification
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Excessive dependency count: 70 direct dependencies
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Vulnerable dependency: langgraph@0.2.0 (GHSA-g48c-2wqr-h844)
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Vulnerable dependency: langgraph@0.2.0 (PYSEC-2026-2194)
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Vulnerable dependency: langgraph@0.2.0 (PYSEC-2026-83)
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Vulnerable dependency: requests@2.32.0 (GHSA-9hjg-9r4m-mvj7)
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Vulnerable dependency: requests@2.32.0 (GHSA-gc5v-m9x4-r6x2)
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Vulnerable dependency: requests@2.32.0 (PYSEC-2026-1872)
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Vulnerable dependency: requests@2.32.0 (PYSEC-2026-2275)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-248m-82v9-q6g6)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-2q4j-m29v-hq73)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-2rw7-x74f-jg35)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-3crg-w4f6-42mx)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-4f6g-68pf-7vhv)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-4pxv-j86v-mhcw)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-4xc4-762w-m6cg)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-52x6-gq3r-vpf4)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-55h5-xmcq-c37v)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-5hgr-hg42-57jg)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-5qjq-93h5-hrgp)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-5xf7-4p34-54qr)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-7gw9-cf7v-778f)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-7hfw-26vp-jp8m)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-87mj-5ggw-8qc3)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-996q-pr4m-cvgq)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-9m86-7pmv-2852)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-9mvc-8737-8j8h)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-cj93-chg6-vgv8)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-f2v5-7jq9-h8cg)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-fp3f-mc75-235c)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-fwg2-594c-jp42)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-g867-7843-wf8q)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-g9xf-7f8q-9mcj)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-hqmh-ppp3-xvm7)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-j543-4vmf-qm7v)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-jfx9-29x2-rv3j)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-jj6c-8h6c-hppx)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-jm82-fx9c-mx94)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-m2v9-299j-rv96)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-m449-cwjh-6pw7)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-qpxp-75px-xjcp)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-vr63-x8vc-m265)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-wgvp-vg3v-2xq3)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-wjqc-6w8f-h24c)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-x284-j5p8-9c5p)
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Vulnerable dependency: pypdf@4.0.0 (GHSA-x7hp-r3qg-r3cj)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-1827)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-1828)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3026)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3027)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3610)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3611)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3612)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3613)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3655)
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Vulnerable dependency: pypdf@4.0.0 (PYSEC-2026-3656)
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Vulnerable dependency: jinja2@3.1.0 (GHSA-cpwx-vrp4-4pq7)
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Vulnerable dependency: jinja2@3.1.0 (GHSA-gmj6-6f8f-6699)
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Vulnerable dependency: jinja2@3.1.0 (GHSA-h5c8-rqwp-cp95)
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Vulnerable dependency: jinja2@3.1.0 (GHSA-h75v-3vvj-5mfj)
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Vulnerable dependency: jinja2@3.1.0 (GHSA-q2x7-8rv6-6q7h)
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Vulnerable dependency: jinja2@3.1.0 (PYSEC-2026-1471)
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Vulnerable dependency: jinja2@3.1.0 (PYSEC-2026-1472)
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Vulnerable dependency: jinja2@3.1.0 (PYSEC-2026-1473)
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Vulnerable dependency: jinja2@3.1.0 (PYSEC-2026-1474)
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Vulnerable dependency: jinja2@3.1.0 (PYSEC-2026-1475)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-59g5-xgcq-4qw3)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-5rvq-cxj2-64vf)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-6jv3-5f52-599m)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-mj87-hwqh-73pj)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-pp6c-gr5w-3c5g)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-v9pg-7xvm-68hf)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-vffw-93wf-4j4q)
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Vulnerable dependency: python-multipart@0.0.9 (GHSA-wp53-j4wj-2cfg)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-1851)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-1852)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-3036)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-3037)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-3038)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-3039)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-3040)
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Vulnerable dependency: python-multipart@0.0.9 (PYSEC-2026-3041)
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Vulnerable dependency: mcp@0.1.0 (GHSA-3qhf-m339-9g5v)
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Vulnerable dependency: mcp@0.1.0 (GHSA-9h52-p55h-vw2f)
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Vulnerable dependency: mcp@0.1.0 (GHSA-j975-95f5-7wqh)
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Vulnerable dependency: mcp@0.1.0 (GHSA-jpw9-pfvf-9f58)
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Vulnerable dependency: mcp@0.1.0 (GHSA-vj7q-gjh5-988w)
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Vulnerable dependency: mcp@0.1.0 (PYSEC-2026-1616)
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Vulnerable dependency: mcp@0.1.0 (PYSEC-2026-1617)
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Vulnerable dependency: mcp@0.1.0 (PYSEC-2026-1618)
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Vulnerable dependency: mcp@0.1.0 (PYSEC-2026-3482)
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Vulnerable dependency: mcp@0.1.0 (PYSEC-2026-3483)
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Vulnerable dependency: pytest@8.0.0 (GHSA-6w46-j5rx-g56g)
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Vulnerable dependency: pytest@8.0.0 (PYSEC-2026-1845)
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pyproject.toml metadata
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Tool: research
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Tool: reset_memory
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Tool: memory_count
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Required env vars (15)
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Sandbox failed to start for output poisoning scan
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Permission: network access detected
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Permission: filesystem access detected
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Permission: shell access detected
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Permission: database access detected
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Permission: env_vars access detected
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SBOM generated: 22 components
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No build provenance detected (SLSA L0)