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AI forecasting SDK from the team first in Metaculus's Summer 2026 FutureEval tournament. Probabilities, dates, and numbers with a verifiable public track record of accuracy.
We found this by crawling public sources and nobody has attested to it. That is how most of the registry gets here, and it is not a mark against the artifact — it only means no authenticated act of publication is on record. An artifact can be the vendor's own and still appear here.
3 critical findings reported by agent-audit-kit, 1 of them in the installed artifact. The composite score alone does not reflect this — read the per-scanner reports below.
This artifact ships from 3 sources and their verdicts differ. The worst is github (Flagged). Installing from a cleaner source does not mean the others are safe — check the source you actually install from.
github: https://github.com/futuresearch/futuresearch-python, 129 findings
Choose your runtime: the CLI writes the mcpServers config entry for that target.
nerlo install --target claude-code -- futuresearch
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
6 of 11 scanners examined this package. The rest do not apply to it — language, ecosystem and packaging decide which analyzers can say anything, and a scanner that cannot examine an artifact reports nothing rather than passing it.
v1.4.0
0 findings · 0.6s
v2.0.11
39 findings · 12.2s
v0.3.74
87 findings · 14.8s
v0.1.0
0 findings · 4.6s
v0.1.0
3 findings · 4.6s
v0.1.0
2 findings · 14.6s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image.
2 scans on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Sep 3, 2026 | Scan Halted | — | agentshield: completecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source: complete | rejected |
| Aug 11, 2026 | Scan Halted | — | agentshield: completecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicable | rejected |
Findings in files this artifact installs stand as reported; a model re-read the rest and said which ones it believes are false positives. This is a second opinion published beside the evidence, not a correction to it: the per-scanner reports above are unchanged, every dismissed finding is still listed there at its original severity, and the score and the Flagged badge are computed from those raw severities alone. Nothing below moved them.
Out of 131 findings across every scanner that examined this package. 2 of 3 findings rated critical by their scanner were among the dismissals.
Not reviewed is not the same as clean. Those 1 finding stand exactly as their scanners reported them, at full severity, as they would have without this review.
Two keys had to turn. The model had to name a reason from a fixed list of six, and a deterministic check of ours — over which files this artifact actually installs — had to independently agree. Anything it could not corroborate is in “not reviewed” above, at full severity.
19 Test or fixture file — The match is in a test or fixture. Our own check confirmed the file is not part of what gets installed.
Rules: AAK-SSRF-001, AAK-SSRF-005, SECRET_PASSWORD_VAR and 5 more · Files: futuresearch-mcp/tests/test_server.py, /repo/futuresearch-mcp/tests/test_auth.py, futuresearch-mcp/tests/test_widget_resource.py and 7 more · reported by agent-audit-kit, cisco-skill-scanner
18 CI or editor configuration — The match is in build, CI or editor configuration, confirmed by our own check to be outside the installed artifact.
Rules: AAK-AGENT-TRUST-002, AAK-GHA-IMMUTABLE-001 · Files: .github/workflows/claude-code-review.yml, .github/workflows/ci.yaml, .github/workflows/deploy-mcp.yaml and 3 more · reported by agent-audit-kit
These findings are in files this artifact installs and are not placeholder values. No false-positive basis can be corroborated for such a finding, so this review never dismisses one; they were not sent to the model and stand at their scanner's severity.
29 AAK-TASKS-003
Files: src/futuresearch/ops.py, src/futuresearch/generated/models/task_status_response.py, src/futuresearch/generated/models/public_task_type.py and 26 more · reported by agent-audit-kit
19 AAK-LOGINJ-001
Files: futuresearch-mcp/src/futuresearch_mcp/tools.py, futuresearch-mcp/src/futuresearch_mcp/uploads.py · reported by agent-audit-kit
8 MANIFEST_MISSING_LICENSE
Files: /repo/.claude/skills/run-mcp-local/SKILL.md, /repo/.claude/skills/bump-sdk-version/SKILL.md, /repo/.claude/skills/deploy-mcp/SKILL.md and 5 more · reported by cisco-skill-scanner
4 HIDDEN_DATA_FILE
Files: /repo/futuresearch-mcp/.mcpbignore, /repo/futuresearch-mcp/deploy/chart/.sops.yaml · reported by cisco-skill-scanner
4 PIPELINE_TAINT_FLOW
Files: /repo/.claude/skills/run-mcp-local/SKILL.md · reported by cisco-skill-scanner
4
1 The model did not answer for these findings.
Rules: AAK-AGENT-TRUST-001 · Files: .github/workflows/docs-sync-check.yml · reported by agent-audit-kit
Critical SSRF, unauthenticated HTTP server, and shell execution risks identified.
The artifact contains a critical Server-Side Request Forgery (SSRF) vulnerability in `futuresearch_mcp/tools.py`, enabling network egress. Multiple high severity findings indicate an unauthenticated HTTP server exposure in `futuresearch-mcp/deploy/Dockerfile`, `docker-compose.multi.yaml`, and `server.py`. Further high severity SSRF findings are present in `http_config.py` and `tools.py`, alongside potential credential access in `src/futuresearch/api_utils.py`. Shell execution via pipe-to-shell instructions is also noted in `SKILL.md`.
Concern level assessed by the review: Critical. This is the review's scale, not the registry badge.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.
Files: /repo/SKILL.md, /repo/futuresearch-mcp/SKILL.md, /repo/stubs/everyrow/SKILL.md and 1 more · reported by cisco-skill-scanner
3 AAK-MCP-HTTP-NOAUTH-SERVER-001
Files: futuresearch-mcp/deploy/Dockerfile, futuresearch-mcp/deploy/docker-compose.multi.yaml, futuresearch-mcp/src/futuresearch_mcp/server.py · reported by agent-audit-kit
3 FILE_MAGIC_MISMATCH
Files: /repo/images/team-dispatch.svg, /repo/futuresearch-mcp/deploy/nginx.conf · reported by cisco-skill-scanner
2 nerlo-malware-obfuscated_blob
Files: github_release:futuresearch-mcp-0.26.0.mcpb.extracted/deploy/chart/secrets.staging.enc.yaml, github_release:futuresearch-mcp-0.26.0.mcpb.extracted/deploy/chart/secrets.enc.yaml · reported by nerlo-malware
2 opt.nerlo-rules.nerlo-install-pipe-to-shell
Files: /repo/.claude/skills/run-mcp-local/SKILL.md · reported by nerlo-install-instruction
2 SECRET_PASSWORD_VAR
Files: /repo/futuresearch-mcp/src/futuresearch_mcp/templates.py · reported by cisco-skill-scanner
2 TOOL_ABUSE_UNDECLARED_NETWORK
Files: /repo/repo/README.md, /repo/futuresearch-mcp/repo/futuresearch-mcp/README.md · reported by cisco-skill-scanner
1 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
1 AAK-MCP-SDK-CVE-2026-52869-001
Files: uv.lock · reported by agent-audit-kit
1 AAK-OAUTH-007
Files: futuresearch-mcp/src/futuresearch_mcp/server.py · reported by agent-audit-kit
1 AAK-SECRET-004
Files: src/futuresearch/api_utils.py · reported by agent-audit-kit
1 AAK-SECRET-007
Files: gemini-extension.json · reported by agent-audit-kit
1 AAK-SPLUNK-TOKLOG-001
Files: futuresearch-mcp/src/futuresearch_mcp/routes.py · reported by agent-audit-kit
1 AAK-SSRF-001
Files: futuresearch-mcp/src/futuresearch_mcp/tools.py · reported by agent-audit-kit
1 AAK-SSRF-002
Files: futuresearch-mcp/src/futuresearch_mcp/http_config.py · reported by agent-audit-kit
1 AAK-SSRF-005
Files: futuresearch-mcp/src/futuresearch_mcp/tools.py · reported by agent-audit-kit
1 EXCESSIVE_FILE_COUNT
Files: /repo/. · reported by cisco-skill-scanner
1 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/.claude/skills/run-mcp-local/SKILL.md · reported by nerlo-install-instruction