manifold: Experimental platform for enabling long horizon workflow automation using teams of AI assistants

by intelligencedev · Agent Tool · ★ 502

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How to install manifold

docker compose up -d manifold

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 68/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentsai-agentsai-assistantai-toolsartificial-intelligencegollmretrieval-augmented-generationvisual-codingvuejs

Quick Facts

Stars502
Forks32
LanguageGo
CategoryAgent Tool
LicenseMIT
Quality Score68/100
Open Issues5
Last Updated2026-10-22
Created2025-02-04
Platformsgo
Est. Tokens~17k

About manifold

Manifold Manifold is an experimental platform for long-horizon workflow automation with teams of AI assistants. It supports OpenAI, Google, and Anthropic models, along with OpenAI-compatible APIs for self-hosted open-weight models served through llama.cpp or vLLM. [!WARNING] Manifold is an experimental frontier AI platform.

Compatible Skills

These tools work well together with manifold for enhanced workflows:

  • ccg-workflow — semantic(0.15)+complementary+same_lang+similar_pop+shared_platform (55%)
  • clawlet — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (51%)
  • magec — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (51%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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